
What AI coding benchmarks actually measure, and where they mislead
SWE-bench, SWE-bench Verified and LiveCodeBench are the scores labs quote to prove coding ability. They measure something real and narrow, and contamination, weak tests and saturation mean a high number says less about engineering reliability than it looks.










